4.4 Article

Development of the support vector regression-particle swarm optimization simulation-optimization model for the assessment of a novel groundwater quality index

Related references

Note: Only part of the references are listed.
Article Agronomy

Groundwater quality forecasting using machine learning algorithms for irrigation purposes

Ali El Bilali et al.

Summary: The study focuses on predicting groundwater quality using physical parameters as input, developing and evaluating Adaboost, Random Forest, Artificial Neural Network, and Support Vector Regression models. Results show that Adaboost and RF models perform better overall, but ANN and SVR models are more generalizable and less sensitive to input variables.

AGRICULTURAL WATER MANAGEMENT (2021)

Article Environmental Sciences

The prediction of aquifer groundwater level based on spatial clustering approach using machine learning

Hamid Kardan Moghaddam et al.

Summary: Water resources management requires proper understanding of available water sources, with simulation models like GMDH proving to be effective in predicting groundwater levels. In this study, it was found that the GMDH model performed the best in predicting groundwater levels in the Birjand aquifer, which is facing a critical groundwater level decline.

ENVIRONMENTAL MONITORING AND ASSESSMENT (2021)

Article Multidisciplinary Sciences

Anthropogenic depletion of Iran's aquifers

Roohollah Noori et al.

Summary: Iran faces severe depletion and salinity issues in its groundwater resources, with an increase in extraction points but a decrease in annual withdrawal. Over-extraction of nonrenewable water leads to declining groundwater levels and increased salinity hazard.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2021)

Article Astronomy & Astrophysics

Iran's Groundwater Hydrochemistry

Mohsen Maghrebi et al.

Summary: The study reveals that Iran's groundwater hydrochemistry faces challenges, especially in the central, southern, and eastern regions. Groundwater quality does not meet drinking standards but is suitable for irrigation. Geological-geomorphological features play a critical role in groundwater quality in Iran.

EARTH AND SPACE SCIENCE (2021)

Article Biodiversity Conservation

Quantification of soil quality under semi-arid agriculture in the northwest of Iran

Somayeh Hamidi Nehrani et al.

ECOLOGICAL INDICATORS (2020)

Article Engineering, Multidisciplinary

Water distribution system design using multi-objective particle swarm optimisation

Mahesh B. Patil et al.

SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES (2020)

Article Environmental Sciences

Iran's Agriculture in the Anthropocene

Mohsen Maghrebi et al.

EARTHS FUTURE (2020)

Review Engineering, Civil

A review of the artificial intelligence methods in groundwater level modeling

Taher Rajaee et al.

JOURNAL OF HYDROLOGY (2019)

Article Geosciences, Multidisciplinary

Groundwater Quality Assessment Using Fuzzy-AHP in An Giang Province of Vietnam

Huynh Vuong Thu Minh et al.

GEOSCIENCES (2019)

Article Geosciences, Multidisciplinary

Evaluating Istanbul's disaster resilience capacity by data envelopment analysis

Abdullah Korkut Ustun

NATURAL HAZARDS (2016)

Article Computer Science, Artificial Intelligence

A Short-term Traffic Flow Forecasting Method Based on the Hybrid PSO-SVR

Wenbin Hu et al.

NEURAL PROCESSING LETTERS (2016)

Article Environmental Sciences

Assessment of groundwater quality using DEA and AHP: a case study in the Sereflikochisar region in Turkey

Murat Kavurmaci et al.

ENVIRONMENTAL MONITORING AND ASSESSMENT (2016)

Article Computer Science, Interdisciplinary Applications

Multi-objective mitigation budget allocation problem and solution approaches: The case of Istanbul

Abdullah Korkut Ustun et al.

COMPUTERS & INDUSTRIAL ENGINEERING (2015)

Article Engineering, Civil

Support Vector Machine and regression analysis to predict the field hydraulic conductivity of sandy soil

Moussa S. Elbisy

KSCE Journal of Civil Engineering (2015)

Article Geosciences, Multidisciplinary

Performance evaluation of Turkish disaster relief management system in 1999 earthquakes using data envelopment analysis

Abdullah Korkut Ustun et al.

NATURAL HAZARDS (2015)

Review Computer Science, Artificial Intelligence

Support vector machine applications in the field of hydrology: A review

Sujay N. Raghavendra et al.

APPLIED SOFT COMPUTING (2014)

Article Computer Science, Artificial Intelligence

An integrated wavelet-support vector machine for groundwater level prediction in Visakhapatnam, India

Ch Suryanarayana et al.

NEUROCOMPUTING (2014)

Proceedings Paper Geography, Physical

GROUNDWATER QUALITY ASSESSMENT FOR DRINKING PURPOSES USING GIS MODELLING (CASE STUDY: CITY OF TABRIZ)

M. Jeihouni et al.

1ST ISPRS INTERNATIONAL CONFERENCE ON GEOSPATIAL INFORMATION RESEARCH (2014)

Article Geosciences, Multidisciplinary

Groundwater quality assessment using WQI and GIS techniques, Dindigul district, Tamil Nadu, India

N. S. Magesh et al.

ARABIAN JOURNAL OF GEOSCIENCES (2013)

Article Environmental Sciences

Calculating of river water quality sampling frequency by the analytic hierarchy process (AHP)

Huu Tuan Do et al.

ENVIRONMENTAL MONITORING AND ASSESSMENT (2013)

Article Computer Science, Interdisciplinary Applications

A hybrid approach of support vector regression with genetic algorithm optimization for aquaculture water quality prediction

Shuangyin Liu et al.

MATHEMATICAL AND COMPUTER MODELLING (2013)

Article Computer Science, Interdisciplinary Applications

Structural Reliability Assessment by Local Approximation of Limit State Functions Using Adaptive Markov Chain Simulation and Support Vector Regression

Hongzhe Dai et al.

COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING (2012)

Article Environmental Sciences

Identification of hazardous waste landfill site: a case study from Zanjan province, Iran

Mashalah Khamehchiyan et al.

ENVIRONMENTAL EARTH SCIENCES (2011)

Article Materials Science, Multidisciplinary

Materials selection using complex proportional assessment and evaluation of mixed data methods

Prasenjit Chatterjee et al.

MATERIALS & DESIGN (2011)

Article Economics

MULTIPLE CRITERIA DECISION MAKING (MCDM) METHODS IN ECONOMICS: AN OVERVIEW

Edmundas Kazimieras Zavadskas et al.

TECHNOLOGICAL AND ECONOMIC DEVELOPMENT OF ECONOMY (2011)

Article Environmental Sciences

Application of water quality index for groundwater quality assessment: Thirumanimuttar sub-basin, Tamilnadu, India

M. Vasanthavigar et al.

ENVIRONMENTAL MONITORING AND ASSESSMENT (2010)

Article Chemistry, Multidisciplinary

Assessment of Water Quality Index for the Groundwater in Tumkur Taluk, Karnataka State, India

C. R. Ramakrishnaiah et al.

E-JOURNAL OF CHEMISTRY (2009)

Review Engineering, Environmental

Application of water quality index for assessment of surface water quality surrounding integrated industrial estate-Pantnagar

Tirthankar Banerjee et al.

WATER SCIENCE AND TECHNOLOGY (2009)

Article Engineering, Civil

Basin-wide water resources planning by integrating PSO algorithm and MODSIM

M. Shourian et al.

WATER RESOURCES MANAGEMENT (2008)

Article Engineering, Civil

Pruning of support vector networks on flood forecasting

Shien-Tsung Chen et al.

JOURNAL OF HYDROLOGY (2007)

Article Geosciences, Multidisciplinary

Support vector machines (SVMs) for monitoring network design

T Asefa et al.

GROUND WATER (2005)

Review Computer Science, Theory & Methods

A tutorial on support vector regression

AJ Smola et al.

STATISTICS AND COMPUTING (2004)

Article Environmental Sciences

A generalized water quality index for Taiwan

SM Liou et al.

ENVIRONMENTAL MONITORING AND ASSESSMENT (2004)

Article Engineering, Environmental

Oregon Water Quality Index: A tool for evaluating water quality management effectiveness

CG Cude

JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION (2001)